The literature search for the assessment corpus was conducted using search terms provided by the experts and refined in co-operation with the Knowldge and Data task force. The search was conducted using OpenAlex, scripted from R to use the API. Search terms for the following searches were defined: Transformative Change, Nature / Environment and additional search terms for individual chapters and sub-chapters To assess the quality of the corpus, sets of key-papers were selected by the experts to verify if these are in the corpus. These key-papers were selected per chapter / sub-chapter to ensure that the corpus is representative of each chapter.
The following terminology is used in this document:
Individual corpus: The corpus resulting from one search term, e.g. transformative or nature or ChX_Y
Assessment Corpus: The corpus resulting from the search terms transformative AND nature
Chapter corpus: The corpus resulting from transformative AND Nature AND ChX_Y
The following searches are conducted on Title and Abstrat only as the availability of fulltext drops in 2020. OpenAlex did “inherit” fro Microsoft Academic their initial corpus in 2021 which contained a lot of fulltext for searches. After that time, other sources had to be used which did not include fulltext for searches. To eliminate this bias, we linit the search for terms in abstract and title only.
Search Terms
Here are the search terms used in this document. They were provided by the authors, and some adaptations were done by the tsu to adopt them for OpenAlex.
Transformative Change
Show the code
cat(params$s_1_transformative_change)
(
(
(
transformation
OR transition *
OR transformative
OR "transformative change"
)
OR (
(
shift
OR change
)
AND (
fundamental
OR deep
OR radical
)
)
)
AND (
socio
OR social
OR politics
OR political
OR governance
OR economical
OR cultural
OR system *
OR technological
OR inner
OR personal
)
) OR (
(
"transformative change"
OR "deliberate transformation*"
OR "transformative turn*"
OR transition *
OR "social-ecological change*"
OR "deep change"
OR "fundamental alteration"
OR "profound change"
OR "profound transformation"
OR "radical transformation"
OR "transformational change"
OR "complete change"
OR "complete transformation"
OR "drastic change"
OR "in-depth transformation"
OR "progressive change"
OR "radical alteration"
OR "radical change"
OR "revolutionary change"
OR "significant modification"
OR "total transformation"
OR transition
OR pathway
OR power
OR agency
OR scale
OR leverage
OR context
OR process
OR regime
OR shift
OR views
OR value *
OR structure *
OR institution *
OR deliberate
OR structural
OR fundamental
OR system *
OR deep
OR radical
OR profound
OR drastic
OR widespread
OR political
OR economical
OR structur *
OR complete
OR progressive
OR revolutionary
OR substantial
OR significant
)
AND (
transformation
OR alteration
OR change
OR turn
OR action
OR transition
OR shift
)
)
Nature
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#|cat(params$s_1_nature_environment)
biodiversity OR marine OR terrestrial OR forest* OR woodland* OR grassland* OR savanna* OR shrubland* OR peatland OR ecosystem* OR lake* OR river* OR sea OR ocean* OR meadow* OR heathland* OR mires OR bog* OR tundra OR biosphere OR desert* OR mountain* OR "natural resource*" OR estuary OR fjord* OR fauna OR flora OR soil* OR "coastal waters" OR wetland* OR freshwater OR marshland OR marches OR dryland* OR seascape* OR landscape* OR coast* OR "arable land*" OR "agricultural land*" OR "natural environment*" OR "environmental resource*" OR agroforest* OR "agro-forest*" OR plantation* OR "protected areas" OR chaparral OR sustainable OR environment OR resilience OR conservation OR ecosystem* OR nature* OR planet* OR Earth OR biosphere OR ecological OR "socio-ecological" OR restoration OR wildlife OR landscape OR species OR bioeconomy OR "resource system" OR "coupled system" OR nature
Assessment Corpus
Show the code
#|cat(params$s_1_f_tca_corpus())
((
(
(
transformation
OR transition *
OR transformative
OR "transformative change"
)
OR (
(
shift
OR change
)
AND (
fundamental
OR deep
OR radical
)
)
)
AND (
socio
OR social
OR politics
OR political
OR governance
OR economical
OR cultural
OR system *
OR technological
OR inner
OR personal
)
) OR (
(
"transformative change"
OR "deliberate transformation*"
OR "transformative turn*"
OR transition *
OR "social-ecological change*"
OR "deep change"
OR "fundamental alteration"
OR "profound change"
OR "profound transformation"
OR "radical transformation"
OR "transformational change"
OR "complete change"
OR "complete transformation"
OR "drastic change"
OR "in-depth transformation"
OR "progressive change"
OR "radical alteration"
OR "radical change"
OR "revolutionary change"
OR "significant modification"
OR "total transformation"
OR transition
OR pathway
OR power
OR agency
OR scale
OR leverage
OR context
OR process
OR regime
OR shift
OR views
OR value *
OR structure *
OR institution *
OR deliberate
OR structural
OR fundamental
OR system *
OR deep
OR radical
OR profound
OR drastic
OR widespread
OR political
OR economical
OR structur *
OR complete
OR progressive
OR revolutionary
OR substantial
OR significant
)
AND (
transformation
OR alteration
OR change
OR turn
OR action
OR transition
OR shift
)
)) AND (biodiversity OR marine OR terrestrial OR forest* OR woodland* OR grassland* OR savanna* OR shrubland* OR peatland OR ecosystem* OR lake* OR river* OR sea OR ocean* OR meadow* OR heathland* OR mires OR bog* OR tundra OR biosphere OR desert* OR mountain* OR "natural resource*" OR estuary OR fjord* OR fauna OR flora OR soil* OR "coastal waters" OR wetland* OR freshwater OR marshland OR marches OR dryland* OR seascape* OR landscape* OR coast* OR "arable land*" OR "agricultural land*" OR "natural environment*" OR "environmental resource*" OR agroforest* OR "agro-forest*" OR plantation* OR "protected areas" OR chaparral OR sustainable OR environment OR resilience OR conservation OR ecosystem* OR nature* OR planet* OR Earth OR biosphere OR ecological OR "socio-ecological" OR restoration OR wildlife OR landscape OR species OR bioeconomy OR "resource system" OR "coupled system" OR nature)
Chapter 1
01
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#|cat(params$s_1_ch1_01)
(
root
OR underlying
OR indirect
) AND (
driver*
OR cause*
)
02
Show the code
#|cat(params$s_1_ch1_02)
equity OR inequity OR just* OR unjust* OR inequality OR equality OR Fair* OR unfair*
03
Show the code
#|cat(params$s_1_ch1_03)
scal* OR impact* OR leapfrog* OR transfer*
04
Show the code
#|cat(params$s_1_ch1_04)
inclusi* OR particip* OR engagement* OR democratic* OR coproduct* OR transdisc* OR multiactor OR "multi-actor" OR integrat*
05
Show the code
#|cat(params$s_1_ch1_05)
evaluat* OR reflex* OR reflect* OR monitor* OR adapt* OR learn*
06
Show the code
#|cat(params$s_1_ch1_06)
responsib* OR accountab* OR rights OR steward* OR reciproc* OR interdependen* OR (
relation*
OR plural
OR divers*
OR "sustainability-aligned"
OR (
care
AND (
value*
OR ethic*
)
)
)
Chapter 2
Show the code
#|cat(params$s_1_ch2)
vision OR future OR visionar* OR scenarios OR imagination OR imager* OR creativity OR desire OR wish* OR "visioning" OR "process" OR "participaory process*" OR "deliberate process*" OR "polic*" OR "target" OR "view*" OR "value" OR "cosmovision" OR "cosmocentric" OR "dream*" OR "fiction" OR "hope" OR "mission" OR "objective" OR "stORy" OR "wORldview*" OR "aspiration*" OR "action" OR "plan*" OR "strateg*" OR "intention" OR "model*" OR "solution*" OR "innovation*" OR "perspective" OR "platform" OR "collective action" OR "cooperation" OR "consultation" OR "coalition*" OR "response" OR "movement" OR "effORt" OR "initiative" OR "activity" OR "reaction" OR "perfORmance" OR "operation" OR "effect*" OR "task" OR "project" OR "influence" OR "moment" OR "discourse" OR "motivation" OR "iteration" OR "roadmap" OR "agenda" OR "project" OR "programm" OR "government" OR "technique" OR "inspiration" OR "culture" OR "universe*" OR "reality" OR "fantasy" OR "perception" OR "visualization" OR "approach" OR "image" OR "arquetype" OR "existence" OR "cosmolog*" OR "co-production" OR "knowledge" OR "dialogue" OR "transmission" OR "conceptual*" OR "ceremon*" OR "relationships" OR "respect" OR "reciprocity" OR "responsibilities" OR "solidarity" OR "harmony" OR "self-determination" OR "communit*" OR "spiritual*" OR "languague" OR "territORy" OR "oppORtunit*" OR "sight" OR "fOResight" OR "idea" OR "appearance"
Chapter 3
01
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#|cat(params$s_1_ch3_01)
Technolog* OR Science* OR "science-society" OR "science-technology" OR Solution
02
Show the code
#|cat(params$s_1_ch3_02)
"co-create" OR "co-creation" OR solution* OR knowledge* OR system* OR "t-lab*" OR "technology laboratory" OR educat* OR "socio-technic*"
03
Show the code
#|cat(params$s_1_ch3_03)
System* OR pathways OR connect* OR Agroecolog* OR Institutional OR Institutions OR Government*
04
Show the code
#|cat(params$s_1_ch3_04)
inner OR Personal OR Religio* OR Love OR Lov* OR Feelings OR Stewardship OR Care OR Beliefs OR Belie* OR Awareness OR "Self-Awareness"
05
Show the code
#|cat(params$s_1_ch3_05)
Worldviews OR Grassroot* OR "Community-based" OR Indigenous OR Leadership OR "Critical Science" OR Econfeminism OR "Political Ecology" OR Power OR Agency OR Environment*
06
Show the code
#|cat(params$s_1_ch3_06)
Economi* OR "Political Economy" OR institution* OR institutions OR govern* OR econom* OR governance OR governm* OR globalization OR states OR colonial OR coloniali* OR labour OR organization*
Chapter 4
01
Show the code
#|cat(params$s_1_ch4_01)
(
challenge*
OR barrier*
OR obstacle*
OR hinder*
OR hindrance*
OR block*
OR prevent*
OR deter*
OR inertia*
OR "path dependence*"
OR "path dependency*"
OR stasis*
OR "lock-in*"
OR trap*
OR habits*
OR habitual*
OR "status quo*"
OR power*
OR "limiting factOR*"
) AND (
economic inequality
OR Wealth concentration
OR Socioeconomic inequality
OR financialization
OR uneven development
OR Financialization
OR Structural adjustment
OR Sovereign Debt
OR inequality
OR Policy effectiveness
)
02
Show the code
#|cat(params$s_1_ch4_02)
(
challenge*
OR barrier*
OR obstacle*
OR hinder*
OR hindrance*
OR block*
OR prevent*
OR deter*
OR inertia*
OR path dependence*
OR path dependency*
OR stasis*
OR lock-in*
OR trap*
OR habits*
OR habitual*
OR status quo*
OR power*
OR "limiting factor*"
) AND (
"clean technolog*"
OR "clean innovation*"
OR "sustainable innovation"
OR "sustainable technological innovation*"
) AND (
"limited access"
OR "limited availability"
OR "lack of access"
OR "unavailability"
)
Chapter 5
Vision
Show the code
#|cat(params$s_1_ch5_vision)
vision OR future OR visionar* OR scenarios OR imagination OR imager* OR creativity OR desire OR wish* OR visioning OR process OR "participatory process*" OR "deliberate process*" OR polic* OR target OR view* OR value OR cosmovision OR cosmocentric OR dream* OR fiction OR hope OR mission OR objective OR story OR worldview* OR aspiration* OR action OR plan* OR strateg* OR intention OR model* OR solution* OR innovation* OR perspective OR platform OR "collective action" OR cooperation OR consultation OR coalition* OR response OR movement OR effort OR initiative OR activity OR reaction OR performance OR operation OR effect* OR task OR project OR influence OR moment OR discourse OR motivation OR iteration OR roadmap OR agenda OR project OR programm OR government OR technique OR inspiration OR culture OR universe* OR reality OR fantasy OR perception OR visualization OR approach OR image OR arquetype OR existence OR cosmolog* OR "co-production" OR knowledge OR dialogue OR transmission OR conceptual* OR ceremon* OR relationships OR respect OR reciprocity OR responsibilities OR solidarity OR harmony OR "self-determination" OR communit* OR spiritual* OR languague OR territory OR opportunit* OR sight OR foresight OR idea OR appearance
Case
Show the code
#|cat(params$s_1_case)
"case study*" OR case OR "study area*" OR example* OR evaluation OR concrete OR empirical OR practical OR initiative*
Vision & Case
Show the code
#|cat(params$s_1_f_ch5_vision_case())
(vision OR future OR visionar* OR scenarios OR imagination OR imager* OR creativity OR desire OR wish* OR visioning OR process OR "participatory process*" OR "deliberate process*" OR polic* OR target OR view* OR value OR cosmovision OR cosmocentric OR dream* OR fiction OR hope OR mission OR objective OR story OR worldview* OR aspiration* OR action OR plan* OR strateg* OR intention OR model* OR solution* OR innovation* OR perspective OR platform OR "collective action" OR cooperation OR consultation OR coalition* OR response OR movement OR effort OR initiative OR activity OR reaction OR performance OR operation OR effect* OR task OR project OR influence OR moment OR discourse OR motivation OR iteration OR roadmap OR agenda OR project OR programm OR government OR technique OR inspiration OR culture OR universe* OR reality OR fantasy OR perception OR visualization OR approach OR image OR arquetype OR existence OR cosmolog* OR "co-production" OR knowledge OR dialogue OR transmission OR conceptual* OR ceremon* OR relationships OR respect OR reciprocity OR responsibilities OR solidarity OR harmony OR "self-determination" OR communit* OR spiritual* OR languague OR territory OR opportunit* OR sight OR foresight OR idea OR appearance) AND ("case study*" OR case OR "study area*" OR example* OR evaluation OR concrete OR empirical OR practical OR initiative*)
Topics
OpenAlex assigns topics to each work in a hirarchical manner:
Please see here for more information and here for a complete list of all topics and their corresponding subfields, fields and domains.
Get and calculate Data
In this section, the data is retrieved from OpenAlex and the calculations are done. It contains the code used. No results are shown here, so this section can be skipped.
Here we show the number of hits for the key papers in the different individual corpi. The columns represent the different search terms as defined in Section 2.1.
Each column is a different search term, and each row consists of the key papers of a specific chapter and the author who provided the key papers. The number is the number of key papers occurring in the Individual Corpus.
Warning: Some values were not matched unambiguously: XK
Warning in map_country_codes(mutate(countries_tca_corpus, log_count = log(count)), : The following countries are not in the world dataset:
AIA, BLM, BMU, CXR, GGY, GIB, IOT, MCO, MHL, MDV, NFK, NRU, SMR, TKL, TUV, UMI, VAT, VGB, WLF, NA
and will therefore not be plotted!
Show the code
map
Topics in corpus
Show the code
#|cs <-cumsum(prim_topics_tca_corpus$count)cs |>plot(type ="l",xlab ="Topic",ylab ="Cumulative Count",main ="Cumulative Topics in TCA Corpus" )abline(h =0.95* cs[length(cs)],v =min(which(cs >0.95* cs[length(cs)])),col ="red")text(x =0.5*length(cs),y =0.95* cs[length(cs)],pos =3,labels ="95% of the corpus",col ="red")
Warning in instance$preRenderHook(instance): It seems your data is too big for
client-side DataTables. You may consider server-side processing:
https://rstudio.github.io/DT/server.html
@report{m krug2024,
author = {M Krug, Rainer},
title = {Data {Management} {Report} {Transformative} {Change}
{Assessment} {Corpus} - {SOD}},
date = {2024-02-19},
doi = {10.5281/zenodo.10251349},
langid = {en},
abstract = {The literature search for the assessment corpus was
conducted using search terms provided by the experts and refined in
co-operation with the Knowldge and Data task force. The search was
conducted using {[}OpenAlex{]}(https://openalex.org), scripted from
{[}R{]}(https://cran.r-project.org) to use the
{[}API{]}(https://docs.openalex.org). Search terms for the following
searches were defined: **Transformative Change**, **Nature /
Environment** and **additional search terms for individual chapters
and sub-chapters** To assess the quality of the corpus, sets of
key-papers were selected by the experts to verify if these are in
the corpus. These key-papers were selected per chapter / sub-chapter
to ensure that the corpus is representative of each chapter.}
}
For attribution, please cite this work as:
M Krug, Rainer. 2024. “Data Management Report Transformative
Change Assessment Corpus - SOD.”Report Transformative Change
Assessment Corpus. https://doi.org/10.5281/zenodo.10251349.
